# Databricks Structured Streaming
> Databricks Structured Streaming is a scalable and fault-tolerant stream processing engine built on the Spark SQL engine. It enables users to express streaming computations the same way they express batch computations against static data, utilizing the Spark DataFrame and Dataset API. It is a core component of the Databricks Lakehouse Platform for real-time analytics and ETL.
- URL: https://optimly.ai/brand/databricks-structured-streaming
- Slug: databricks-structured-streaming
- BAI Score: 92/100
- Archetype: Challenger
- Category: Data Engineering
- Last Analyzed: April 11, 2026
- Part of: Databricks (https://optimly.ai/brand/databricks)
## Competitors
- Amazon Kinesis Data Analytics (https://optimly.ai/brand/amazon-kinesis-data-analytics)